{
  "ticker": {
    "uuid": "15c5aaad-275b-46d0-b1d7-8d8cae63da86",
    "symbol": "PENG",
    "name": "Penguin Solutions, Inc.",
    "exchange": "NASDAQ",
    "country": "US",
    "assetType": "equity"
  },
  "methodBoundary": "Trend Architecture is a weekly structural classification, not a forecast, probability of return, recommendation or execution signal. Confidence measures geometric agreement and external confirmation only.",
  "analysis": {
    "eligible": true,
    "as_of": "2026-08-07",
    "benchmark": "QQQ",
    "stage": 2,
    "stage_name": "Advancing",
    "phase": "2c",
    "phase_label": "Stage 2C \u00b7 Late advance",
    "transition": "stage_2_healthy",
    "transition_label": "Stage 2 trend intact",
    "confidence": 96.0,
    "architecture_regime": "deceleration",
    "architecture_regime_label": "Deceleration",
    "architecture_modifier": "Recompressing",
    "architecture_gate": "up",
    "architecture_direction": 34.865,
    "architecture_energy": 21.425,
    "architecture_maturity": 78.011,
    "architecture_confidence": 95.29,
    "architecture_tenure": "New",
    "architecture": {
      "interpretation": {
        "headline": "The upward structure remains, but its energy is decelerating.",
        "body": "Trend remains positive, but Activity or price acceptance is losing strength. This can become a healthy recompression, a re-acceleration, or a Rotation Down."
      },
      "scores": {
        "balance": 41.51,
        "rotation_up": 23.64,
        "upward_expansion": 55.71,
        "deceleration": 91.13,
        "rotation_down": 28.93,
        "downward_expansion": 19.38
      },
      "activity_lines": [
        57.556763,
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        56.225771,
        48.4211
      ],
      "activity_state": "Moderate",
      "activity_direction": "Contracting",
      "rotation_direction": "Weakening",
      "price_acceptance": 0.166667
    },
    "latest_close": 58.43,
    "trend_reference": 38.617865,
    "distance_from_trend": 0.51303,
    "trend_direction": "Improving",
    "fair_value": 23.981577,
    "distance_from_fair_value": 1.436454,
    "fair_value_direction": "Improving",
    "relative_strength": 66.723612,
    "relative_strength_direction": "Weakening",
    "price_momentum": 2.111289,
    "excess_performance": 1.923835,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": true,
        "value": 0.51303,
        "read": "Above"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.565018,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 1.436454,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": true,
        "value": 0.343469,
        "read": "Closing upward"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": true,
        "value": 0.667236,
        "read": "Leading"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.000622,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 2.111289,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 1.564254,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 8406531,
      "relative_activity": 0.552395,
      "balance": 1.564254,
      "dry_up": 1.121844,
      "accumulation_observations": 3,
      "distribution_observations": 4
    },
    "risk": {
      "range_context": 0.257502,
      "annualized_volatility": 0.882018,
      "from_high_reference": -0.349446,
      "from_low_reference": 2.642768
    },
    "levels": {
      "trend_reference": 38.617865,
      "fair_value_reference": 23.981577,
      "structural_low": 16.04,
      "invalidation": "A sustained loss of Trend, followed by flattening structure and weakening relative strength, challenges the advancing diagnosis."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 5,
        "median_return": -0.083984,
        "positive_rate": 0.4,
        "directional_follow_through": 0.4,
        "median_excess_return": -0.158097,
        "regime_survival": 0.4,
        "best_return": 0.011188,
        "worst_return": -0.442553,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 3,
        "median_return": -0.133706,
        "positive_rate": 0.0,
        "directional_follow_through": 0.0,
        "median_excess_return": -0.117544,
        "regime_survival": 0.0,
        "best_return": -0.107143,
        "worst_return": -0.285714,
        "sufficient": false
      },
      {
        "horizon": "Extended",
        "sample_count": 3,
        "median_return": -0.115318,
        "positive_rate": 0.333333,
        "directional_follow_through": 0.333333,
        "median_excess_return": -0.171538,
        "regime_survival": 0.0,
        "best_return": 0.370089,
        "worst_return": -0.270019,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 2,
        "median_return": -0.201249,
        "positive_rate": 0.0,
        "directional_follow_through": 0.0,
        "median_excess_return": -0.299789,
        "regime_survival": 0.0,
        "best_return": -0.093373,
        "worst_return": -0.309125,
        "sufficient": false
      }
    ],
    "ledger": [
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2025-01-24",
        "end": "2025-02-21",
        "tenure": "Developing",
        "return": 0.035403,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
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        "end": "2025-03-07",
        "tenure": "New",
        "return": -0.083292,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2025-03-14",
        "end": "2025-03-28",
        "tenure": "New",
        "return": -0.005128,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
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        "tenure": "New",
        "return": 0.088874,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-04-18",
        "end": "2025-05-16",
        "tenure": "Developing",
        "return": 0.201511,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
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        "end": "2025-06-27",
        "tenure": "Developing",
        "return": 0.166667,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
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        "tenure": "New",
        "return": 0.17058,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2025-07-25",
        "end": "2025-10-17",
        "tenure": "Established",
        "return": -0.13593,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
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        "end": "2025-11-14",
        "tenure": "New",
        "return": -0.15625,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
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        "return": 0.119522,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-12-26",
        "end": "2026-04-10",
        "tenure": "Established",
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        "active": false
      },
      {
        "regime": "rotation_up",
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        "return": 0.168287,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
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        "active": false
      },
      {
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        "tenure": "New",
        "return": 0.110203,
        "active": true
      }
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      },
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      },
      {
        "date": "2026-07-03",
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      },
      {
        "date": "2026-07-17",
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        "typical_volume": 13786697.35,
        "trend": 35.109198,
        "fair_value": 23.421769,
        "relative_strength": 87.37751,
        "stage": 2,
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        "modifier": "Established expansion",
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        "energy": 49.750398,
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      },
      {
        "date": "2026-07-24",
        "close": 53.85,
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        "typical_volume": 14506938.35,
        "trend": 36.227865,
        "fair_value": 23.596897,
        "relative_strength": 67.371408,
        "stage": 2,
        "regime": "upward_expansion",
        "modifier": "Established expansion",
        "gate": "up",
        "direction": 45.960695,
        "energy": 36.917871,
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          62.063546,
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        ]
      },
      {
        "date": "2026-07-31",
        "close": 52.63,
        "volume": 15319959,
        "typical_volume": 15042555.5,
        "trend": 37.306198,
        "fair_value": 23.762153,
        "relative_strength": 60.379082,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 40.113009,
        "energy": 28.18765,
        "activity_lines": [
          58.522843,
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      },
      {
        "date": "2026-08-07",
        "close": 58.43,
        "volume": 8406531,
        "typical_volume": 15218320.8,
        "trend": 38.617865,
        "fair_value": 23.981577,
        "relative_strength": 66.723612,
        "stage": 2,
        "regime": "deceleration",
        "modifier": "Recompressing",
        "gate": "up",
        "direction": 34.865061,
        "energy": 21.425216,
        "activity_lines": [
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      }
    ],
    "method": {
      "price_basis": "completed market observations",
      "trend": "Trend provides the primary directional reference.",
      "fair_value": "Fair Value provides long-term price context and is not a forecast or target.",
      "relative_strength": "Relative Strength shows leadership or lagging performance against the market benchmark.",
      "classification": "The SM framework combines Trend, Activity, Fair Value, Relative Strength and participation into a structural read."
    }
  }
}